diff --git a/Dockerfile b/Dockerfile
index 548ccb8..889619d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -15,21 +15,20 @@ COPY docker/rootfs/ /
 RUN \
     apt-dpkg-wrap apt-key adv --keyserver keyserver.ubuntu.com --recv-keys F23C5A6CF475977595C89F51BA6932366A755776 && \
     apt-dpkg-wrap apt-get update && \
-    apt-dpkg-wrap apt-get install -y wget build-essential python3.11 python3.11-venv && \
-    apt-cleanup
+    apt-dpkg-wrap apt-get install -y wget build-essential libcurl4-openssl-dev python3.11 python3.11-venv
 
 RUN \
     wget -nv -O cmake.sh https://github.com/Kitware/CMake/releases/download/v3.29.3/cmake-3.29.3-linux-x86_64.sh && \
     sh cmake.sh --skip-license --prefix=/usr/local && \
     rm cmake.sh
 
-ENV LLAMA_CPP_RELEASE=b3070
 COPY llama.cpp llama.cpp
 RUN \
     cd llama.cpp && \
     rm -rf build && \
-    cmake -B build -DCMAKE_BUILD_TYPE=Release -DLLAMA_CUDA=ON -DLLAMA_NATIVE=OFF && \
-    cmake --build build --target server -j`getconf _NPROCESSORS_ONLN`
+    cmake -B build -DCMAKE_BUILD_TYPE=Release -DGGML_CUDA=ON -DGGML_NATIVE=OFF -DBUILD_SHARED_LIBS=OFF && \
+    cmake --build build --target llama-server -j`getconf _NPROCESSORS_ONLN` && \
+    ldd build/bin/llama-server
 
 COPY requirements.txt /app/
 
@@ -67,7 +66,9 @@ RUN \
 
 # Copy virtual environment
 COPY --chown=jitsi:jitsi --from=builder /app/.venv /app/.venv
-COPY --chown=jitsi:jitsi --from=builder /llama.cpp/build/bin/server /app/llama.cpp/server
+COPY --chown=jitsi:jitsi --from=builder /llama.cpp/build/bin /app/llama.cpp
+
+RUN ldd /app/llama.cpp/llama-server
 
 # Copy application files
 COPY --chown=jitsi:jitsi /skynet /app/skynet/
@@ -78,7 +79,7 @@ ENV \
     # https://docs.python.org/3/using/cmdline.html#envvar-PYTHONDONTWRITEBYTECODE
     PYTHONDONTWRITEBYTECODE=1 \
     PYTHONPATH=/app \
-    LLAMA_PATH="/models/llama-3-8b-instruct-Q8_0.gguf"
+    LLAMA_PATH="/models/Llama-3.1-8B-Instruct-Q8_0.gguf"
 
 VOLUME [ "/models" ]
 
diff --git a/README.md b/README.md
index dddbd8a..2fc9aaa 100644
--- a/README.md
+++ b/README.md
@@ -22,17 +22,16 @@ git submodule update --init
 # Download the preferred GGUF llama model
 mkdir "$HOME/models"
 
-wget -q --show-progress "https://huggingface.co/jitsi/Llama-3-8B-Instruct-GGUF/resolve/main/llama-3-8b-instruct-Q4_K_M.gguf?download=true" -O "$HOME/models/llama-3-8b-instruct.Q4_K_M.gguf"
+wget -q --show-progress "https://huggingface.co/jitsi/Llama-3.1-8B-GGUF/blob/main/Llama-3.1-8B-Instruct-Q8_0.gguf?download=true" -O "$HOME/models/Llama-3.1-8B-Instruct-Q8_0.gguf"
 
-export LLAMA_PATH="$HOME/models/llama-3-8b-instruct.Q4_K_M.gguf"
-export OPENAI_API_SERVER_PATH="$HOME/skynet/llama.cpp/server"
+export OPENAI_API_SERVER_PATH="$HOME/skynet/llama.cpp/llama-server"
+export LLAMA_PATH="$HOME/models/Llama-3.1-8B-Instruct-Q8_0.gguf"
+# disable authorization (for testing)
+export BYPASS_AUTHORIZATION=1
 
 # start Redis
 docker run -d --rm -p 6379:6379 redis 
 
-# disable authorization (for testing)
-export BYPASS_AUTHORIZATION=1
-
 poetry install
 ./run.sh
 
@@ -55,7 +54,7 @@ poetry install
 ## Testing docker changes
 ```bash
 docker compose -f compose-dev.yaml up --build
-docker cp $HOME/models/llama-3-8b-instruct-Q8_0.gguf skynet-web-1:/models
+docker cp $HOME/models/Llama-3.1-8B-Instruct-Q8_0.gguf skynet-web-1:/models
 docker restart skynet-web-1
 
 # localhost:8000 for Skynet APIs
diff --git a/docs/summaries_module.md b/docs/summaries_module.md
index 60c04e0..e7a56f9 100644
--- a/docs/summaries_module.md
+++ b/docs/summaries_module.md
@@ -25,20 +25,16 @@ All of the configuration is done via env vars. Check the [Skynet Environment Var
 # Download the preferred GGUF llama model
 mkdir "$HOME/models"
 
-wget -q --show-progress "https://huggingface.co/jitsi/Llama-3-8B-Instruct-GGUF/resolve/main/llama-3-8b-instruct-Q4_K_M.gguf?download=true" -O "$HOME/models/llama-3-8b-instruct.Q4_K_M.gguf"
+wget -q --show-progress "https://huggingface.co/jitsi/Llama-3.1-8B-GGUF/blob/main/Llama-3.1-8B-Instruct-Q8_0.gguf?download=true" -O "$HOME/models/Llama-3.1-8B-Instruct-Q8_0.gguf"
 
-export LLAMA_PATH="$HOME/models/llama-3-8b-instruct.Q4_K_M.gguf"
-# Optional for llama-3 since it's the default:
-export LLAMA_N_CTX=8192
-# Optional for llama-3 since it's auto-detected:
-export MODEL_CHAT_FORMAT=llama-3
+export OPENAI_API_SERVER_PATH="$HOME/skynet/llama.cpp/llama-server"
+export LLAMA_PATH="$HOME/models/Llama-3.1-8B-Instruct-Q8_0.gguf"
+# disable authorization (for testing)
+export BYPASS_AUTHORIZATION=1
 
 # start Redis
 docker run -d --rm -p 6379:6379 redis 
 
-# disable authorization (for testing)
-export BYPASS_AUTHORIZATION=1
-
 poetry install
 ./run.sh
 ```
diff --git a/llama.cpp b/llama.cpp
index 549279d..15fa07a 160000
--- a/llama.cpp
+++ b/llama.cpp
@@ -1 +1 @@
-Subproject commit 549279d8049d78620a2b081e26edb654f83c3bbd
+Subproject commit 15fa07a5c564d3ed7e7eb64b73272cedb27e73ec
diff --git a/poetry.lock b/poetry.lock
index 04029c0..4ddc5fc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -175,22 +175,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "av"
@@ -291,17 +291,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.113"
+version = "1.34.156"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.113-py3-none-any.whl", hash = "sha256:7e59f0a848be477a4c98a90e7a18a0e284adfb643f7879d2b303c5f493661b7a"},
-    {file = "boto3-1.34.113.tar.gz", hash = "sha256:009cd143509f2ff4c37582c3f45d50f28c95eed68e8a5c36641206bdb597a9ea"},
+    {file = "boto3-1.34.156-py3-none-any.whl", hash = "sha256:cbbd453270b8ce94ef9da60dfbb6f9ceeb3eeee226b635aa9ec44b1def98cc96"},
+    {file = "boto3-1.34.156.tar.gz", hash = "sha256:b33e9a8f8be80d3053b8418836a7c1900410b23a30c7cb040927d601a1082e68"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.113,<1.35.0"
+botocore = ">=1.34.156,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -310,13 +310,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.113"
+version = "1.34.156"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.113-py3-none-any.whl", hash = "sha256:8ca87776450ef41dd25c327eb6e504294230a5756940d68bcfdedc4a7cdeca97"},
-    {file = "botocore-1.34.113.tar.gz", hash = "sha256:449912ba3c4ded64f21d09d428146dd9c05337b2a112e15511bf2c4888faae79"},
+    {file = "botocore-1.34.156-py3-none-any.whl", hash = "sha256:c48f8c8996216dfdeeb0aa6d3c0f2c7ae25234766434a2ea3e57bdc08494bdda"},
+    {file = "botocore-1.34.156.tar.gz", hash = "sha256:5d1478c41ab9681e660b3322432fe09c4055759c317984b7b8d3af9557ff769a"},
 ]
 
 [package.dependencies]
@@ -325,7 +325,7 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.20.9)"]
+crt = ["awscrt (==0.21.2)"]
 
 [[package]]
 name = "build"
@@ -373,74 +373,89 @@ redis = ["redis (>=2.10.5)"]
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -615,43 +630,38 @@ files = [
 
 [[package]]
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 optional = false
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 ]
 
 [package.dependencies]
@@ -664,7 +674,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.0)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -708,13 +718,13 @@ setuptools = "*"
 
 [[package]]
 name = "dataclasses-json"
-version = "0.6.6"
+version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -887,13 +897,13 @@ dev = ["black (==23.*)", "flake8 (==6.*)", "isort (==5.*)", "pytest (==7.*)"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -901,18 +911,18 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.15.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -1014,13 +1024,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.5.0"
+version = "2024.6.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1029,6 +1039,7 @@ adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
 dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1227,13 +1238,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.2"
+version = "0.24.5"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1246,17 +1257,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
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 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
-torch = ["safetensors", "torch"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
@@ -1286,22 +1297,22 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.1.0"
+version = "8.2.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
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+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -1375,6 +1386,76 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
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+]
+
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -1402,13 +1483,13 @@ jsonpointer = ">=1.9"
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -1666,13 +1747,13 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.21.2"
+version = "3.21.3"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1685,13 +1766,13 @@ tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
 name = "more-itertools"
-version = "10.2.0"
+version = "10.4.0"
 description = "More routines for operating on iterables, beyond itertools"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -1980,65 +2061,66 @@ files = [
 
 [[package]]
 name = "onnxruntime"
-version = "1.18.0"
+version = "1.18.1"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
 coloredlogs = "*"
 flatbuffers = "*"
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 packaging = "*"
 protobuf = "*"
 sympy = "*"
 
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 [package.dependencies]
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 pydantic = ">=1.9.0,<3"
 sniffio = "*"
 tqdm = ">4"
-typing-extensions = ">=4.7,<5"
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 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
@@ -2081,13 +2163,13 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pkginfo"
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+version = "1.11.1"
 description = "Query metadata from sdists / bdists / installed packages."
 optional = false
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 [package.extras]
@@ -2231,22 +2313,22 @@ prometheus-client = ">=0.8.0,<1.0.0"
 
 [[package]]
 name = "protobuf"
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 [[package]]
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 [[package]]
 name = "pyjwt"
-version = "2.8.0"
+version = "2.9.0"
 description = "JSON Web Token implementation in Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2423,8 +2505,8 @@ cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"cryp
 
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
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-docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
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+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
@@ -2545,153 +2627,181 @@ files = [
 
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 name = "pyyaml"
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 description = "YAML parser and emitter for Python"
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 [package.extras]
@@ -2717,101 +2827,101 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"
 
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@@ -2840,13 +2950,13 @@ requests = ">=2.0.1,<3.0.0"
 
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 [package.extras]
@@ -3039,27 +3150,30 @@ docs = ["sphinx (==7.3.7)", "sphinx-mdinclude (==0.6.0)"]
 
 [[package]]
 name = "sympy"
-version = "1.12"
+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-mpmath = ">=0.19"
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "8.5.0"
 description = "Retry code until it succeeds"
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 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -3258,13 +3372,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.5"
+version = "0.13.0"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [[package]]
@@ -3340,13 +3454,13 @@ torch = "2.0.1"
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
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 [[package]]
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+version = "2024.7.2"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
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 python-versions = "*"
 files = [
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 [[package]]
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 python-versions = ">=3.8"
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 [[package]]
@@ -3415,13 +3529,13 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "urllib3"
-version = "2.2.1"
+version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -3452,13 +3566,13 @@ trailrunner = ">=1.0"
 
 [[package]]
 name = "uuid6"
-version = "2024.1.12"
+version = "2024.7.10"
 description = "New time-based UUID formats which are suited for use as a database key"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -3532,13 +3646,13 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)"
 
 [[package]]
 name = "virtualenv"
-version = "20.26.2"
+version = "20.26.3"
 description = "Virtual Python Environment builder"
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 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -3552,86 +3666,98 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
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-version = "0.22.0"
+version = "0.23.0"
 description = "Simple, modern and high performance file watching and code reload in python."
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 python-versions = ">=3.8"
 files = [
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+    {file = "watchfiles-0.23.0-cp38-none-win_amd64.whl", hash = "sha256:c846884b2e690ba62a51048a097acb6b5cd263d8bd91062cd6137e2880578472"},
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+    {file = "watchfiles-0.23.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7ca6b71dcc50d320c88fb2d88ecd63924934a8abc1673683a242a7ca7d39e781"},
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+    {file = "watchfiles-0.23.0-cp39-none-win32.whl", hash = "sha256:486bda18be5d25ab5d932699ceed918f68eb91f45d018b0343e3502e52866e5e"},
+    {file = "watchfiles-0.23.0-cp39-none-win_amd64.whl", hash = "sha256:d2d42254b189a346249424fb9bb39182a19289a2409051ee432fb2926bad966a"},
+    {file = "watchfiles-0.23.0-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:6a9265cf87a5b70147bfb2fec14770ed5b11a5bb83353f0eee1c25a81af5abfe"},
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+    {file = "watchfiles-0.23.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1ebaebb53b34690da0936c256c1cdb0914f24fb0e03da76d185806df9328abed"},
+    {file = "watchfiles-0.23.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd257f98cff9c6cb39eee1a83c7c3183970d8a8d23e8cf4f47d9a21329285cee"},
+    {file = "watchfiles-0.23.0-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:aba037c1310dd108411d27b3d5815998ef0e83573e47d4219f45753c710f969f"},
+    {file = "watchfiles-0.23.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:a96ac14e184aa86dc43b8a22bb53854760a58b2966c2b41580de938e9bf26ed0"},
+    {file = "watchfiles-0.23.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:11698bb2ea5e991d10f1f4f83a39a02f91e44e4bd05f01b5c1ec04c9342bf63c"},
+    {file = "watchfiles-0.23.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:efadd40fca3a04063d40c4448c9303ce24dd6151dc162cfae4a2a060232ebdcb"},
+    {file = "watchfiles-0.23.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:556347b0abb4224c5ec688fc58214162e92a500323f50182f994f3ad33385dcb"},
+    {file = "watchfiles-0.23.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:1cf7f486169986c4b9d34087f08ce56a35126600b6fef3028f19ca16d5889071"},
+    {file = "watchfiles-0.23.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f18de0f82c62c4197bea5ecf4389288ac755896aac734bd2cc44004c56e4ac47"},
+    {file = "watchfiles-0.23.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:532e1f2c491274d1333a814e4c5c2e8b92345d41b12dc806cf07aaff786beb66"},
+    {file = "watchfiles-0.23.0.tar.gz", hash = "sha256:9338ade39ff24f8086bb005d16c29f8e9f19e55b18dcb04dfa26fcbc09da497b"},
 ]
 
 [package.dependencies]
@@ -3896,18 +4022,18 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.0"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.0-py3-none-any.whl", hash = "sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec"},
-    {file = "zipp-3.19.0.tar.gz", hash = "sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
diff --git a/requirements.txt b/requirements.txt
index e72964c..56a65fb 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,88 +5,89 @@ annotated-types==0.7.0 ; python_version >= "3.11" and python_version < "3.12"
 anyio==4.4.0 ; python_version >= "3.11" and python_version < "3.12"
 async-lru==2.0.4 ; python_version >= "3.11" and python_version < "3.12"
 async-timeout==4.0.3 ; python_version >= "3.11" and python_full_version <= "3.11.2"
-attrs==23.2.0 ; python_version >= "3.11" and python_version < "3.12"
+attrs==24.2.0 ; python_version >= "3.11" and python_version < "3.12"
 av==10.0.0 ; python_version >= "3.11" and python_version < "3.12"
-boto3==1.34.113 ; python_version >= "3.11" and python_version < "3.12"
-botocore==1.34.113 ; python_version >= "3.11" and python_version < "3.12"
-certifi==2024.2.2 ; python_version >= "3.11" and python_version < "3.12"
-cffi==1.16.0 ; python_version >= "3.11" and python_version < "3.12" and platform_python_implementation != "PyPy"
+boto3==1.34.156 ; python_version >= "3.11" and python_version < "3.12"
+botocore==1.34.156 ; python_version >= "3.11" and python_version < "3.12"
+certifi==2024.7.4 ; python_version >= "3.11" and python_version < "3.12"
+cffi==1.17.0 ; python_version >= "3.11" and python_version < "3.12" and platform_python_implementation != "PyPy"
 charset-normalizer==3.3.2 ; python_version >= "3.11" and python_version < "3.12"
 click==8.1.7 ; python_version >= "3.11" and python_version < "3.12"
 colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.12" and (sys_platform == "win32" or platform_system == "Windows")
 coloredlogs==15.0.1 ; python_version >= "3.11" and python_version < "3.12"
-cryptography==42.0.7 ; python_version >= "3.11" and python_version < "3.12"
+cryptography==43.0.0 ; python_version >= "3.11" and python_version < "3.12"
 ctranslate2==3.24.0 ; python_version >= "3.11" and python_version < "3.12"
-dataclasses-json==0.6.6 ; python_version >= "3.11" and python_version < "3.12"
+dataclasses-json==0.6.7 ; python_version >= "3.11" and python_version < "3.12"
 distro==1.9.0 ; python_version >= "3.11" and python_version < "3.12"
 fastapi-versionizer==3.0.4 ; python_version >= "3.11" and python_version < "3.12"
 fastapi==0.109.0 ; python_version >= "3.11" and python_version < "3.12"
 faster-whisper==0.10.1 ; python_version >= "3.11" and python_version < "3.12"
-filelock==3.14.0 ; python_version >= "3.11" and python_version < "3.12"
+filelock==3.15.4 ; python_version >= "3.11" and python_version < "3.12"
 flatbuffers==24.3.25 ; python_version >= "3.11" and python_version < "3.12"
 frozenlist==1.4.1 ; python_version >= "3.11" and python_version < "3.12"
-fsspec==2024.5.0 ; python_version >= "3.11" and python_version < "3.12"
-greenlet==3.0.3 ; python_version >= "3.11" and python_version < "3.12" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32")
+fsspec==2024.6.1 ; python_version >= "3.11" and python_version < "3.12"
+greenlet==3.0.3 ; python_version < "3.12" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32") and python_version >= "3.11"
 h11==0.14.0 ; python_version >= "3.11" and python_version < "3.12"
 httpcore==1.0.5 ; python_version >= "3.11" and python_version < "3.12"
 httptools==0.6.1 ; python_version >= "3.11" and python_version < "3.12"
 httpx==0.27.0 ; python_version >= "3.11" and python_version < "3.12"
-huggingface-hub==0.23.2 ; python_version >= "3.11" and python_version < "3.12"
+huggingface-hub==0.24.5 ; python_version >= "3.11" and python_version < "3.12"
 humanfriendly==10.0 ; python_version >= "3.11" and python_version < "3.12"
 idna==3.7 ; python_version >= "3.11" and python_version < "3.12"
 jinja2==3.1.4 ; python_version >= "3.11" and python_version < "3.12"
+jiter==0.5.0 ; python_version >= "3.11" and python_version < "3.12"
 jmespath==1.0.1 ; python_version >= "3.11" and python_version < "3.12"
 jsonpatch==1.33 ; python_version >= "3.11" and python_version < "3.12"
-jsonpointer==2.4 ; python_version >= "3.11" and python_version < "3.12"
+jsonpointer==3.0.0 ; python_version >= "3.11" and python_version < "3.12"
 langchain-community==0.0.20 ; python_version >= "3.11" and python_version < "3.12"
 langchain-core==0.1.23 ; python_version >= "3.11" and python_version < "3.12"
 langchain-openai==0.0.6 ; python_version >= "3.11" and python_version < "3.12"
 langchain==0.1.7 ; python_version >= "3.11" and python_version < "3.12"
 langsmith==0.0.87 ; python_version >= "3.11" and python_version < "3.12"
 markupsafe==2.1.5 ; python_version >= "3.11" and python_version < "3.12"
-marshmallow==3.21.2 ; python_version >= "3.11" and python_version < "3.12"
+marshmallow==3.21.3 ; python_version >= "3.11" and python_version < "3.12"
 mpmath==1.3.0 ; python_version >= "3.11" and python_version < "3.12"
 multidict==6.0.5 ; python_version >= "3.11" and python_version < "3.12"
 mypy-extensions==1.0.0 ; python_version >= "3.11" and python_version < "3.12"
 natsort==8.4.0 ; python_version >= "3.11" and python_version < "3.12"
 networkx==3.3 ; python_version >= "3.11" and python_version < "3.12"
 numpy==1.26.4 ; python_version >= "3.11" and python_version < "3.12"
-onnxruntime==1.18.0 ; python_version >= "3.11" and python_version < "3.12"
-openai==1.30.3 ; python_version >= "3.11" and python_version < "3.12"
+onnxruntime==1.18.1 ; python_version >= "3.11" and python_version < "3.12"
+openai==1.40.1 ; python_version >= "3.11" and python_version < "3.12"
 packaging==23.2 ; python_version >= "3.11" and python_version < "3.12"
 prometheus-client==0.19.0 ; python_version >= "3.11" and python_version < "3.12"
 prometheus-fastapi-instrumentator==6.1.0 ; python_version >= "3.11" and python_version < "3.12"
-protobuf==5.27.0 ; python_version >= "3.11" and python_version < "3.12"
+protobuf==5.27.3 ; python_version >= "3.11" and python_version < "3.12"
 pycparser==2.22 ; python_version >= "3.11" and python_version < "3.12" and platform_python_implementation != "PyPy"
 pydantic-core==2.14.6 ; python_version >= "3.11" and python_version < "3.12"
 pydantic==2.5.3 ; python_version >= "3.11" and python_version < "3.12"
-pyjwt[crypto]==2.8.0 ; python_version >= "3.11" and python_version < "3.12"
+pyjwt[crypto]==2.9.0 ; python_version >= "3.11" and python_version < "3.12"
 pyreadline3==3.4.1 ; sys_platform == "win32" and python_version >= "3.11" and python_version < "3.12"
 python-dateutil==2.9.0.post0 ; python_version >= "3.11" and python_version < "3.12"
 python-dotenv==1.0.1 ; python_version >= "3.11" and python_version < "3.12"
-pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.12"
+pyyaml==6.0.2 ; python_version >= "3.11" and python_version < "3.12"
 redis==5.0.1 ; python_version >= "3.11" and python_version < "3.12"
-regex==2024.5.15 ; python_version >= "3.11" and python_version < "3.12"
-requests==2.32.2 ; python_version >= "3.11" and python_version < "3.12"
-s3transfer==0.10.1 ; python_version >= "3.11" and python_version < "3.12"
-setuptools==70.0.0 ; python_version >= "3.11" and python_version < "3.12"
+regex==2024.7.24 ; python_version >= "3.11" and python_version < "3.12"
+requests==2.32.3 ; python_version >= "3.11" and python_version < "3.12"
+s3transfer==0.10.2 ; python_version >= "3.11" and python_version < "3.12"
+setuptools==72.1.0 ; python_version >= "3.11" and python_version < "3.12"
 six==1.16.0 ; python_version >= "3.11" and python_version < "3.12"
 sniffio==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
-sqlalchemy==2.0.30 ; python_version >= "3.11" and python_version < "3.12"
+sqlalchemy==2.0.32 ; python_version >= "3.11" and python_version < "3.12"
 starlette==0.35.1 ; python_version >= "3.11" and python_version < "3.12"
-sympy==1.12 ; python_version >= "3.11" and python_version < "3.12"
-tenacity==8.3.0 ; python_version >= "3.11" and python_version < "3.12"
+sympy==1.13.1 ; python_version >= "3.11" and python_version < "3.12"
+tenacity==8.5.0 ; python_version >= "3.11" and python_version < "3.12"
 tiktoken==0.7.0 ; python_version >= "3.11" and python_version < "3.12"
 tokenizers==0.15.2 ; python_version >= "3.11" and python_version < "3.12"
 torch==2.0.1 ; python_version >= "3.11" and python_version < "3.12"
 torchaudio==2.0.2 ; python_version >= "3.11" and python_version < "3.12"
-tqdm==4.66.4 ; python_version >= "3.11" and python_version < "3.12"
-typing-extensions==4.12.0 ; python_version >= "3.11" and python_version < "3.12"
+tqdm==4.66.5 ; python_version >= "3.11" and python_version < "3.12"
+typing-extensions==4.12.2 ; python_version >= "3.11" and python_version < "3.12"
 typing-inspect==0.9.0 ; python_version >= "3.11" and python_version < "3.12"
-urllib3==2.2.1 ; python_version >= "3.11" and python_version < "3.12"
-uuid6==2024.1.12 ; python_version >= "3.11" and python_version < "3.12"
+urllib3==2.2.2 ; python_version >= "3.11" and python_version < "3.12"
+uuid6==2024.7.10 ; python_version >= "3.11" and python_version < "3.12"
 uvicorn[standard]==0.29.0 ; python_version >= "3.11" and python_version < "3.12"
 uvloop==0.19.0 ; (sys_platform != "win32" and sys_platform != "cygwin") and platform_python_implementation != "PyPy" and python_version >= "3.11" and python_version < "3.12"
-watchfiles==0.22.0 ; python_version >= "3.11" and python_version < "3.12"
+watchfiles==0.23.0 ; python_version >= "3.11" and python_version < "3.12"
 websockets==12.0 ; python_version >= "3.11" and python_version < "3.12"
 yarl==1.9.4 ; python_version >= "3.11" and python_version < "3.12"
diff --git a/run.sh b/run.sh
index 8689d4e..4d9967f 100755
--- a/run.sh
+++ b/run.sh
@@ -1,6 +1,7 @@
 #!/bin/sh
 cd llama.cpp
-make server
+make llama-server
 cd ..
 
+export LLAMA_N_CTX=32000
 poetry run python -m uvicorn skynet.main:app --reload
diff --git a/skynet/env.py b/skynet/env.py
index 11bad4a..2d783cb 100644
--- a/skynet/env.py
+++ b/skynet/env.py
@@ -26,8 +26,8 @@ def tobool(val: str | None):
 
 # models
 llama_path = os.environ.get('LLAMA_PATH')
-llama_n_ctx = int(os.environ.get('LLAMA_N_CTX', 8192))
-llama_n_gpu_layers = int(os.environ.get('LLAMA_N_GPU_LAYERS', -1 if is_mac else 40))
+llama_n_ctx = int(os.environ.get('LLAMA_N_CTX', 128000))
+llama_n_gpu_layers = int(os.environ.get('LLAMA_N_GPU_LAYERS', -1 if is_mac else 99))
 llama_n_batch = int(os.environ.get('LLAMA_N_BATCH', 512))
 
 # azure openai api
@@ -35,7 +35,7 @@ def tobool(val: str | None):
 azure_openai_api_version = os.environ.get('AZURE_OPENAI_API_VERSION', '2024-02-01')
 
 # openai api
-openai_api_server_path = os.environ.get('OPENAI_API_SERVER_PATH', '/app/llama.cpp/server')
+openai_api_server_path = os.environ.get('OPENAI_API_SERVER_PATH', '/app/llama.cpp/llama-server')
 openai_api_server_port = int(os.environ.get('OPENAI_API_SERVER_PORT', 8003))
 openai_api_base_url = os.environ.get('OPENAI_API_BASE_URL', f'http://localhost:{openai_api_server_port}/v1')
 
diff --git a/skynet/modules/ttt/openai_api/app.py b/skynet/modules/ttt/openai_api/app.py
index 1291607..70149de 100644
--- a/skynet/modules/ttt/openai_api/app.py
+++ b/skynet/modules/ttt/openai_api/app.py
@@ -23,10 +23,11 @@ def initialize():
 
     proc = subprocess.Popen(
         f'{openai_api_server_path} \
-            -m {llama_path} \
-            -b {llama_n_batch} \
-            -c {llama_n_ctx} \
-            -ngl {llama_n_gpu_layers} \
+            --batch-size {llama_n_batch} \
+            --ctx-size {llama_n_ctx} \
+            --flash-attn \
+            --model {llama_path} \
+            --n-gpu-layers {llama_n_gpu_layers} \
             --port {openai_api_server_port}'.split(),
         shell=False,
     )
diff --git a/skynet/modules/ttt/summaries/processor.py b/skynet/modules/ttt/summaries/processor.py
index 42647dc..35445f2 100644
--- a/skynet/modules/ttt/summaries/processor.py
+++ b/skynet/modules/ttt/summaries/processor.py
@@ -71,8 +71,12 @@ async def process(payload: DocumentPayload, job_type: JobType, model: ChatOpenAI
         chain = load_summarize_chain(current_model, chain_type="map_reduce", combine_prompt=prompt, map_prompt=prompt)
 
     result = await chain.ainvoke(input={"input_documents": docs})
+    formatted_result = result['output_text'].replace('Response:', '', 1).strip()
 
-    return result['output_text'].strip()
+    log.info(f'input length: {len(system_message.replace("{text}", text))}')
+    log.info(f'output length: {len(formatted_result)}')
+
+    return formatted_result
 
 
 async def process_open_ai(payload: DocumentPayload, job_type: JobType, api_key: str, model_name=None) -> str:
diff --git a/skynet/modules/ttt/summaries/prompts/action_items.py b/skynet/modules/ttt/summaries/prompts/action_items.py
index a6f599f..465c2d4 100644
--- a/skynet/modules/ttt/summaries/prompts/action_items.py
+++ b/skynet/modules/ttt/summaries/prompts/action_items.py
@@ -1,27 +1,16 @@
 action_items_conversation_prompt = """
-  ## Instructions
-    You will be provided a text transcript of a conversation which may or may not contain some action items that need to be taken by the conversation participants.
-    An action item is valid when a participant commits to doing something in the future.
-    Each action item should be on a separate line.
-    If there is at least one action item, start your response with "Action_items:".
-    If nobody has any action items, please write "No action items."
+    You will be provided a conversation transcript which may or may not contain some action items that need to be taken by the conversation participants.
+    An action item can be extracted when someone commits to doing something in the future.
+    If there are no action items, respond just with "N/A".
 
-    ## Transcript
     {text}
-
-    ## Response
 """
 
+
 action_items_text_prompt = """
-    ## Instructions
     You will be provided a text transcript which may or may not contain some action items that need to be taken by the conversation participants.
-    An action item is valid when a participant commits to doing something in the future.
-    Each action item should be on a separate line.
-    If there is at least one action item, start your response with "Action_items:".
-    If nobody has any action items, please write "No action items."
+    An action item can be extracted when someone commits to doing something in the future.
+    If there are no action items, respond just with "N/A".
 
-    ## Transcript
     {text}
-
-    ## Response
 """
diff --git a/skynet/modules/ttt/summaries/prompts/summary.py b/skynet/modules/ttt/summaries/prompts/summary.py
index 6842b1f..b549f11 100644
--- a/skynet/modules/ttt/summaries/prompts/summary.py
+++ b/skynet/modules/ttt/summaries/prompts/summary.py
@@ -1,27 +1,11 @@
 summary_conversation_prompt = """
-    ## Instructions
-    Provide a summary of the given conversation, following the instructions
-    The summary should be just plain text.
-    The only formatting allowed is adding a new line between main ideas.
-    Do not add any other formatting, such as bullet points, numbering, or asterisks.
-    Start your response with "Summary:".
-
-    ## Transcript
+    Summarize the following conversation. Start your response with "Response:".
+    You should not use any formatting like bullet points, numbering, or asterisks.
     {text}
-
-    ## Response
 """
 
 summary_text_prompt = """
-    ## Instructions
-    Provide a summary of the given transcript, following the instructions
-    The summary should be just plain text.
-    The only formatting allowed is adding a new line between main ideas.
-    Do not add any other formatting, such as bullet points, numbering, or asterisks.
-    Start your response with "Summary:".
-
-    ## Transcript
+    Summarize the following text. Start your response with "Response:".
+    You should not use any formatting like bullet points, numbering, or asterisks.
     {text}
-
-    ## Response
 """